Compare 4 skills

Attribute	AI SEO	Schema Markup	SEO Content Audit	SERP Feature Sniper
Type of work	design	produce	analyze	analyze
How often used	quarterly	event-driven	quarterly	monthly
Workflow stage	setup	execution	review	analysis
You get back	recommendation-list	document	document	recommendation-list
Who decides	advisory	draft-for-review	advisory	draft-for-review
SEO disciplinerole	ai-search, content	schema, technical	content, competitive	competitive, on-page

Will it fit my setup

Whether the skill matches your tools, team size, deal size, and role. A great skill in the wrong context is useless.

What you provide

AI SEO: url, text
Schema Markup: url, text
SEO Content Audit: text, url
SERP Feature Sniper: text

Output formats

AI SEO: markdown
Schema Markup: markdown, json
SEO Content Audit: markdown
SERP Feature Sniper: markdown, csv

Human review

AI SEO: review-required
Schema Markup: review-required
SEO Content Audit: none
SERP Feature Sniper: none

Data sensitivity

AI SEO: public
Schema Markup: public
SEO Content Audit: public
SERP Feature Sniper: public

Channeldepartment

AI SEO: SEO, content
Schema Markup: SEO
SEO Content Audit: SEO, content
SERP Feature Sniper: SEO

Funnel stagedepartment

AI SEO: awareness
Schema Markup: awareness
SEO Content Audit: awareness, acquisition
SERP Feature Sniper: awareness

Content typedepartment

AI SEO: blog, landing-page
Schema Markup: —
SEO Content Audit: —
SERP Feature Sniper: —

B2B / B2Cdepartment

AI SEO: B2B, B2C
Schema Markup: B2B, B2C
SEO Content Audit: B2B
SERP Feature Sniper: B2B

Competitor lensrole

AI SEO: own-site-only
Schema Markup: own-site-only
SEO Content Audit: gap-analysis
SERP Feature Sniper: competitor-comparison

Attribute	AI SEO	Schema Markup	SEO Content Audit	SERP Feature Sniper
What you provide	url, text	url, text	text, url	text
Output formats	markdown	markdown, json	markdown	markdown, csv
Human review	review-required	review-required	none	none
Data sensitivity	public	public	public	public
Channeldepartment	SEO, content	SEO	SEO, content	SEO
Funnel stagedepartment	awareness	awareness	awareness, acquisition	awareness
Content typedepartment	blog, landing-page	—	—	—
B2B / B2Cdepartment	B2B, B2C	B2B, B2C	B2B	B2B
Competitor lensrole	own-site-only	own-site-only	gap-analysis	competitor-comparison

What makes it different

The methodologies, frameworks, jurisdictions, or channels this skill specializes in. This is where similar-looking skills reveal their actual angle.

SEO artifactrole

AI SEO: audit-report, content-brief
Schema Markup: schema-code
SEO Content Audit: audit-report, opportunity-list
SERP Feature Sniper: opportunity-list, content-brief

SERP feature targetedrole

AI SEO: ai-overview
Schema Markup: featured-snippet, paa
SEO Content Audit: none
SERP Feature Sniper: featured-snippet, paa

Attribute	AI SEO	Schema Markup	SEO Content Audit	SERP Feature Sniper
SEO artifactrole	audit-report, content-brief	schema-code	audit-report, opportunity-list	opportunity-list, content-brief
SERP feature targetedrole	ai-overview	featured-snippet, paa	none	featured-snippet, paa

Cost & speed

How fast you get a result, how much setup it needs, how steep the learning curve. The price you pay before you find out if it works.

Time to first result

AI SEO: 15 min
Schema Markup: 🟢10 min
SEO Content Audit: 60 min
SERP Feature Sniper: 20 min

Setup time

AI SEO: 5 min
Schema Markup: 5 min
SEO Content Audit: 15 min
SERP Feature Sniper: 5 min

Complexity

AI SEO: intermediate
Schema Markup: intermediate
SEO Content Audit: expert
SERP Feature Sniper: intermediate

Attribute	AI SEO	Schema Markup	SEO Content Audit	SERP Feature Sniper
Time to first result	15 min	🟢10 min	60 min	20 min
Setup time	5 min	5 min	15 min	5 min
Complexity	intermediate	intermediate	expert	intermediate

Can I trust this

Publisher reputation, freshness of the skill, automated test coverage, install volume, user ratings. The gut-check before you commit.

Tests passing

AI SEO: —
Schema Markup: —
SEO Content Audit: —
SERP Feature Sniper: —

Weekly installs

AI SEO: —
Schema Markup: —
SEO Content Audit: —
SERP Feature Sniper: —

EF verified

AI SEO: —
Schema Markup: —
SEO Content Audit: —
SERP Feature Sniper: —

Attribute	AI SEO	Schema Markup	SEO Content Audit	SERP Feature Sniper
Tests passing	—	—	—	—
Weekly installs	—	—	—	—
EF verified	—	—	—	—

Verdict — which one should I pick?

Auto-generated from the rows above — not LLM prose.

Pick AI SEO if

quarterly

AI SEO — Get Cited in AI-Generated Answers

✓Content type: blog, landing-page

Pick Schema Markup if

event-driven

Schema Markup — Earn Rich Snippets in Google Search

No unique differentiators in this comparison.

Pick SEO Content Audit if

quarterly

SEO Content Audit — full-stack SEO health check

No unique differentiators in this comparison.

Pick SERP Feature Sniper if

monthly

SERP Feature Sniper — steal featured snippets and PAA boxes

No unique differentiators in this comparison.

💡 Most teams use 2-3 of these together — they're complements, not substitutes.

Empty cells (—) mean the publisher hasn't declared a value. We don't guess.